Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
powershell_heavy
windows_first
windows_tools
missing_linux_example
Summary
The documentation page demonstrates several forms of Windows bias. Troubleshooting steps for hydration failures provide only Windows PowerShell scripts and registry modification instructions, with no Linux equivalent or mention of how to perform similar actions for Linux VMs. Windows-specific tools (PsExec, Internet Explorer) are referenced for proxy troubleshooting, even in a Linux context. Windows troubleshooting steps and references (RDP, registry, domain join) are presented before or in more detail than Linux equivalents. Linux troubleshooting is limited to a single command for UEFI console issues and basic SSH references, with no parity for deeper troubleshooting steps or automation scripts.
Recommendations
  • Provide equivalent Linux troubleshooting steps and scripts for hydration failures, including instructions for verifying and modifying required drivers and services on Linux VMs.
  • When referencing tools for proxy troubleshooting, offer Linux-native alternatives (e.g., using curl, wget, or modifying /etc/environment directly) and avoid requiring Windows-only utilities like PsExec and Internet Explorer.
  • Ensure that troubleshooting steps for both Windows and Linux VMs are presented in parallel, with equal detail and visibility.
  • Expand Linux troubleshooting sections to include common issues (e.g., network configuration, driver compatibility, SSH key problems) and provide automation scripts or commands where possible.
  • Review and update examples and screenshots to include both Windows and Linux scenarios, ensuring users of both platforms are equally supported.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets